Title :
Particle swarm optimization with time varying acceleration coefficents for economic dispatch considering valve point loading effects
Author :
Subhani, T.M. ; Babu, C. Sai ; Reddy, A.S.
Author_Institution :
Dept. of Electr. & Electron. Eng., Sir C R Reddy Coll. of Eng., Eluru, India
Abstract :
This paper presents an efficient approach for solving economic dispatch(ED) problem with non-convex cost functions using particle swarm optimization with time varying acceleration coefficients. PSO_TVAC is applied to 3, 13, & 14 unit test system with and without valve point loading effects. The results of PSO_TVAC are compared with PSO From simulation results, it is clear that PSO_TVAC performance is better than many well settled nature inspired algorithms.Economic dispatch is one of the key functions of the modern energy management system. Classical particle swarm optimization (PSO) algorithm is capable of achieving near global solutions for such problems but it tends to converge prematurely. The practical Non Convex Economic Dispatch problem is solved here using PSO with a novel parameter automation strategy in which time varying acceleration coefficients (TVAC) are employed to efficiently control the local and global search, such that premature convergence is avoided and global solutions are achieved.
Keywords :
concave programming; convergence; energy management systems; particle swarm optimisation; power generation dispatch; power generation economics; search problems; 13-unit test system; 14-unit test system; 3-unit test system; ED problem; PSO-TVAC; convergence; energy management system; global search; global solutions; local search; nonconvex cost functions; nonconvex economic dispatch problem; parameter automation strategy; particle swarm optimization; time varying acceleration coefficents; valve point loading effects; Abstracts; Generators; Loading; Microwave integrated circuits; Simulation; Valves;
Conference_Titel :
Computing Communication & Networking Technologies (ICCCNT), 2012 Third International Conference on
Conference_Location :
Coimbatore
DOI :
10.1109/ICCCNT.2012.6396022